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Semantic Segmentation

540 papers with code · Computer Vision

The idea of semantic segmentation is to recognize and understand what is in an image at the pixel-level.

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Latest papers with code

RANet: Ranking Attention Network for Fast Video Object Segmentation

19 Aug 2019Storife/RANet

Specifically, to integrate the insights of matching based and propagation based methods, we employ an encoder-decoder framework to learn pixel-level similarity and segmentation in an end-to-end manner.

SEMANTIC SEGMENTATION SEMI-SUPERVISED VIDEO OBJECT SEGMENTATION VIDEO SEMANTIC SEGMENTATION

36
19 Aug 2019

Multiple Light Source Dataset for Colour Research

16 Aug 2019Visillect/mls-dataset

We present a collection of 24 multiple object scenes each recorded under 18 multiple light source illumination scenarios.

SEMANTIC SEGMENTATION

0
16 Aug 2019

Semi-Supervised Semantic Segmentation with High- and Low-level Consistency

15 Aug 2019sud0301/semisup-semseg

The ability to understand visual information from limited labeled data is an important aspect of machine learning.

SEMI-SUPERVISED SEMANTIC SEGMENTATION

2
15 Aug 2019

Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image Segmentation

14 Aug 2019Bala93/Multi-task-deep-network

For the task of medical image segmentation, fully convolutional network (FCN) based architectures have been extensively used with various modifications.

MEDICAL IMAGE SEGMENTATION MULTI-TASK LEARNING SEMANTIC SEGMENTATION

7
14 Aug 2019

D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentation

14 Aug 2019SZUHvern/D-UNet

This function adds a weighted focal coefficient and combines two traditional loss functions.

LESION SEGMENTATION MEDICAL DIAGNOSIS SEMANTIC SEGMENTATION

2
14 Aug 2019

Explicit Shape Encoding for Real-Time Instance Segmentation

12 Aug 2019WenqiangX/ese_seg

In this paper, we propose a novel top-down instance segmentation framework based on explicit shape encoding, named \textbf{ESE-Seg}.

OBJECT DETECTION REAL-TIME INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

33
12 Aug 2019

Unsupervised Microvascular Image Segmentation Using an Active Contours Mimicking Neural Network

4 Aug 2019shirgur/UMIS

We present a novel deep learning method for unsupervised segmentation of blood vessels.

SEMANTIC SEGMENTATION

1
04 Aug 2019

Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation

30 Jul 2019utkuozbulak/adaptive-segmentation-mask-attack

Given that a large portion of medical imaging problems are effectively segmentation problems, we analyze the impact of adversarial examples on deep learning-based image segmentation models.

LESION SEGMENTATION SEMANTIC SEGMENTATION

13
30 Jul 2019

Interlaced Sparse Self-Attention for Semantic Segmentation

29 Jul 2019PkuRainBow/OCNet

There are two successive attention modules each estimating a sparse affinity matrix.

SEMANTIC SEGMENTATION

533
29 Jul 2019

FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation

29 Jul 2019HKUSTCV/FSS-1000

In this paper, we are interested in few-shot object segmentation where the number of annotated training examples are limited to 5 only.

FEW-SHOT IMAGE SEGMENTATION SEMANTIC SEGMENTATION

67
29 Jul 2019